{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from math import factorial, log, exp\n",
    "import matplotlib.pyplot as plt\n",
    "from sdm import utils\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "sys.setrecursionlimit(20000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def binom(a, b):\n",
    "    return factorial(a) // factorial(b) // factorial(a-b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "_cache = {}\n",
    "def binom(a, b):\n",
    "    if b == 0:\n",
    "        return 1\n",
    "    if b < 0:\n",
    "        return 0\n",
    "    if b > a:\n",
    "        return 0\n",
    "\n",
    "    key = (a, b)\n",
    "    if key in _cache:\n",
    "        return _cache[key]\n",
    "    \n",
    "    r = binom(a-1, b) + binom(a-1, b-1)\n",
    "    _cache[key] = r\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_p(n, r):\n",
    "    a = sum(binom(n-1, k) for k in range(r+1))\n",
    "    b = sum(binom(n, k) for k in range(r+1))\n",
    "    return exp(mylog(a) - mylog(b))\n",
    "    return 1.0*a/b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "calc_p(10000, 4845)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mylog(a):\n",
    "    s = str(a)\n",
    "    d = len(s)\n",
    "    b = float(s[0] + '.' + s[1:])\n",
    "    return log(b) + (d-1) * log(10)\n",
    "    \n",
    "    \n",
    "def run(bits, steps):\n",
    "    x = list(range(0, bits, steps))\n",
    "    y = []\n",
    "\n",
    "    a = 0\n",
    "    b = 0\n",
    "\n",
    "    for r in range(0, bits):\n",
    "        print(r, end=' ')\n",
    "        a += binom(bits-1, r)\n",
    "        b += binom(bits, r)\n",
    "        \n",
    "        #y.append(1.0*a/b)\n",
    "        if r % steps == 0:\n",
    "            y.append(exp(mylog(a) - mylog(b)))\n",
    "    \n",
    "    return x, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 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     ]
    }
   ],
   "source": [
    "v = []\n",
    "for bits, steps in [(256, 1), (1000, 1), (2000, 1)]:\n",
    "    x, y = run(bits, steps)\n",
    "    v.append((bits, x, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x114e98550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6), dpi=300)\n",
    "\n",
    "for bits, x, y in v:\n",
    "    radius = utils.calculate_radius(bits, 0.001)\n",
    "    plt.plot([1.0*a/bits for a in x], y, label='{} ($r={}$, $r/n={:.4f}$)'.format(bits, radius, 1.0*radius/bits))\n",
    "\n",
    "plt.xlabel('Radius (percent)')\n",
    "plt.ylabel('Autocorrelation')\n",
    "plt.xlim([0.4, 0.6])\n",
    "plt.ylim([0.48, 0.62])\n",
    "plt.grid()\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
